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EP3584573A4 - Abnormal sound detection device, abnormality degree calculation device, abnormal sound generation device, abnormal sound detection learning device, abnormal signal detection device, abnormal signal detection learning device, and methods and programs therefor - Google Patents

Abnormal sound detection device, abnormality degree calculation device, abnormal sound generation device, abnormal sound detection learning device, abnormal signal detection device, abnormal signal detection learning device, and methods and programs therefor Download PDF

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Publication number
EP3584573A4
EP3584573A4 EP17896482.1A EP17896482A EP3584573A4 EP 3584573 A4 EP3584573 A4 EP 3584573A4 EP 17896482 A EP17896482 A EP 17896482A EP 3584573 A4 EP3584573 A4 EP 3584573A4
Authority
EP
European Patent Office
Prior art keywords
abnormal
abnormal sound
signal detection
detection
abnormal signal
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Granted
Application number
EP17896482.1A
Other languages
German (de)
French (fr)
Other versions
EP3584573A1 (en
EP3584573B1 (en
Inventor
Yuma KOIZUMI
Shoichiro Saito
Hisashi UEMATSU
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Nippon Telegraph and Telephone Corp
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Nippon Telegraph and Telephone Corp
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Publication of EP3584573A1 publication Critical patent/EP3584573A1/en
Publication of EP3584573A4 publication Critical patent/EP3584573A4/en
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Publication of EP3584573B1 publication Critical patent/EP3584573B1/en
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    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N29/00—Investigating or analysing materials by the use of ultrasonic, sonic or infrasonic waves; Visualisation of the interior of objects by transmitting ultrasonic or sonic waves through the object
    • G01N29/44—Processing the detected response signal, e.g. electronic circuits specially adapted therefor
    • G01N29/4409—Processing the detected response signal, e.g. electronic circuits specially adapted therefor by comparison
    • G01N29/4427—Processing the detected response signal, e.g. electronic circuits specially adapted therefor by comparison with stored values, e.g. threshold values
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01H—MEASUREMENT OF MECHANICAL VIBRATIONS OR ULTRASONIC, SONIC OR INFRASONIC WAVES
    • G01H17/00—Measuring mechanical vibrations or ultrasonic, sonic or infrasonic waves, not provided for in the preceding groups
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N29/00—Investigating or analysing materials by the use of ultrasonic, sonic or infrasonic waves; Visualisation of the interior of objects by transmitting ultrasonic or sonic waves through the object
    • G01N29/14—Investigating or analysing materials by the use of ultrasonic, sonic or infrasonic waves; Visualisation of the interior of objects by transmitting ultrasonic or sonic waves through the object using acoustic emission techniques
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N29/00—Investigating or analysing materials by the use of ultrasonic, sonic or infrasonic waves; Visualisation of the interior of objects by transmitting ultrasonic or sonic waves through the object
    • G01N29/44—Processing the detected response signal, e.g. electronic circuits specially adapted therefor
    • G01N29/4445—Classification of defects
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N29/00—Investigating or analysing materials by the use of ultrasonic, sonic or infrasonic waves; Visualisation of the interior of objects by transmitting ultrasonic or sonic waves through the object
    • G01N29/44—Processing the detected response signal, e.g. electronic circuits specially adapted therefor
    • G01N29/4472—Mathematical theories or simulation
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N29/00—Investigating or analysing materials by the use of ultrasonic, sonic or infrasonic waves; Visualisation of the interior of objects by transmitting ultrasonic or sonic waves through the object
    • G01N29/44—Processing the detected response signal, e.g. electronic circuits specially adapted therefor
    • G01N29/46—Processing the detected response signal, e.g. electronic circuits specially adapted therefor by spectral analysis, e.g. Fourier analysis or wavelet analysis
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N29/00—Investigating or analysing materials by the use of ultrasonic, sonic or infrasonic waves; Visualisation of the interior of objects by transmitting ultrasonic or sonic waves through the object
    • G01N29/44—Processing the detected response signal, e.g. electronic circuits specially adapted therefor
    • G01N29/52—Processing the detected response signal, e.g. electronic circuits specially adapted therefor using inversion methods other that spectral analysis, e.g. conjugated gradient inversion
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/047—Probabilistic or stochastic networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/088—Non-supervised learning, e.g. competitive learning
    • G—PHYSICS
    • G10—MUSICAL INSTRUMENTS; ACOUSTICS
    • G10L—SPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
    • G10L25/00—Speech or voice analysis techniques not restricted to a single one of groups G10L15/00 - G10L21/00
    • G10L25/03—Speech or voice analysis techniques not restricted to a single one of groups G10L15/00 - G10L21/00 characterised by the type of extracted parameters
    • G—PHYSICS
    • G10—MUSICAL INSTRUMENTS; ACOUSTICS
    • G10L—SPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
    • G10L25/00—Speech or voice analysis techniques not restricted to a single one of groups G10L15/00 - G10L21/00
    • G10L25/48—Speech or voice analysis techniques not restricted to a single one of groups G10L15/00 - G10L21/00 specially adapted for particular use
    • G10L25/51—Speech or voice analysis techniques not restricted to a single one of groups G10L15/00 - G10L21/00 specially adapted for particular use for comparison or discrimination
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N2291/00—Indexing codes associated with group G01N29/00
    • G01N2291/02—Indexing codes associated with the analysed material
    • G01N2291/025—Change of phase or condition
    • G01N2291/0258—Structural degradation, e.g. fatigue of composites, ageing of oils

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Signal Processing (AREA)
  • Chemical & Material Sciences (AREA)
  • Biochemistry (AREA)
  • Analytical Chemistry (AREA)
  • Immunology (AREA)
  • Pathology (AREA)
  • Theoretical Computer Science (AREA)
  • Computational Linguistics (AREA)
  • Mathematical Physics (AREA)
  • Acoustics & Sound (AREA)
  • Data Mining & Analysis (AREA)
  • General Engineering & Computer Science (AREA)
  • Computing Systems (AREA)
  • Molecular Biology (AREA)
  • Evolutionary Computation (AREA)
  • Biophysics (AREA)
  • Biomedical Technology (AREA)
  • Artificial Intelligence (AREA)
  • Software Systems (AREA)
  • Audiology, Speech & Language Pathology (AREA)
  • Multimedia (AREA)
  • Human Computer Interaction (AREA)
  • Spectroscopy & Molecular Physics (AREA)
  • Mathematical Analysis (AREA)
  • Pure & Applied Mathematics (AREA)
  • Mathematical Optimization (AREA)
  • Probability & Statistics with Applications (AREA)
  • Algebra (AREA)
  • Measurement Of Mechanical Vibrations Or Ultrasonic Waves (AREA)
  • Investigating Or Analyzing Materials By The Use Of Ultrasonic Waves (AREA)
  • Emergency Alarm Devices (AREA)
  • Electrophonic Musical Instruments (AREA)
  • Testing And Monitoring For Control Systems (AREA)
EP17896482.1A 2017-02-15 2017-09-14 Abnormal sound detection training device and method and program therefor Active EP3584573B1 (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
JP2017025865 2017-02-15
PCT/JP2017/033275 WO2018150616A1 (en) 2017-02-15 2017-09-14 Abnormal sound detection device, abnormality degree calculation device, abnormal sound generation device, abnormal sound detection learning device, abnormal signal detection device, abnormal signal detection learning device, and methods and programs therefor

Publications (3)

Publication Number Publication Date
EP3584573A1 EP3584573A1 (en) 2019-12-25
EP3584573A4 true EP3584573A4 (en) 2021-04-07
EP3584573B1 EP3584573B1 (en) 2023-01-04

Family

ID=63170240

Family Applications (1)

Application Number Title Priority Date Filing Date
EP17896482.1A Active EP3584573B1 (en) 2017-02-15 2017-09-14 Abnormal sound detection training device and method and program therefor

Country Status (6)

Country Link
US (1) US11609115B2 (en)
EP (1) EP3584573B1 (en)
JP (1) JP6704084B2 (en)
CN (1) CN110352349B (en)
ES (1) ES2940314T3 (en)
WO (1) WO2018150616A1 (en)

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KR102170871B1 (en) 2017-12-18 2020-10-28 미쓰비시덴키 가부시키가이샤 Display control device, display system, display device, display method, and program stored in a recording medium
JP7140194B2 (en) * 2018-08-10 2022-09-21 日本電信電話株式会社 Anomaly detector, probability distribution learning device, autoencoder learning device, program
JP7056465B2 (en) * 2018-08-23 2022-04-19 株式会社明電舎 Abnormality sign detection system
JP6847318B2 (en) 2018-09-03 2021-03-24 三菱電機株式会社 Signal display controller and signal display control program
JP7127525B2 (en) * 2018-12-19 2022-08-30 日本電信電話株式会社 DETECTION DEVICE, DETECTION METHOD, AND DETECTION PROGRAM
JP7283096B2 (en) * 2019-02-04 2023-05-30 株式会社ジェイテクト Inspection device and learning model generation device for inspection
CN111755025B (en) * 2019-03-26 2024-02-23 苏州君林智能科技有限公司 State detection method, device and equipment based on audio features
WO2020202567A1 (en) * 2019-04-05 2020-10-08 株式会社Ｉｈｉ原動機 Vibro-acoustic analysis method and device and equipment-abnormality-location estimation method and device
JP7385381B2 (en) * 2019-06-21 2023-11-22 株式会社日立製作所 Abnormal sound detection system, pseudo sound generation system, and pseudo sound generation method
JP7254649B2 (en) * 2019-07-11 2023-04-10 株式会社東芝 LEARNING DEVICE, DIAGNOSTIC DEVICE, AND LEARNING METHOD
US20220397425A1 (en) * 2019-11-07 2022-12-15 Sony Group Corporation Denoising apparatus, denoising method, and unmanned aerial vehicle
CN111370027B (en) * 2020-03-02 2023-04-07 乐鑫信息科技（上海）股份有限公司 Off-line embedded abnormal sound detection system and method
CN111523394B (en) * 2020-03-27 2023-06-27 国网宁夏电力有限公司电力科学研究院 Method and system for detecting foreign matter defects in GIS (gas insulated switchgear)
US11874200B2 (en) 2020-09-08 2024-01-16 International Business Machines Corporation Digital twin enabled equipment diagnostics based on acoustic modeling
JP7472012B2 (en) 2020-12-29 2024-04-22 株式会社日立製作所 Abnormal signal extraction device
JP7548843B2 (en) 2021-02-22 2024-09-10 株式会社日立製作所 Anomaly Degree Calculation System and Method
CN113095559B (en) * 2021-04-02 2024-04-09 京东科技信息技术有限公司 Method, device, equipment and storage medium for predicting hatching time
CN113361324B (en) * 2021-04-25 2023-06-30 杭州玖欣物联科技有限公司 Lstm-based motor current anomaly detection method
JP2023091563A (en) * 2021-12-20 2023-06-30 国立大学法人 東京大学 Information processing system, information processing method, and program

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Also Published As

Publication number Publication date
CN110352349B (en) 2023-01-31
EP3584573A1 (en) 2019-12-25
WO2018150616A1 (en) 2018-08-23
CN110352349A (en) 2019-10-18
EP3584573B1 (en) 2023-01-04
ES2940314T3 (en) 2023-05-05
JP6704084B2 (en) 2020-06-03
US20190376840A1 (en) 2019-12-12
JPWO2018150616A1 (en) 2019-12-12
US11609115B2 (en) 2023-03-21

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